{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from pandas import Series, DataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = DataFrame(\n",
    "    np.random.randint(1,10,40).reshape(10,4),\n",
    "    columns=['A','B','C','D']\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10ec8af28>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD4CAYAAADM6gxlAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nMBa3JBXm/wEyoum68FljVAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecc6c50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwhjcklSY/wdCoSVIWhWEtQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecd6588>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind='barh')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f0b4278>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.plot(kind='bar', stacked=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD4CAYAAAD8Zh1EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAEbhJREFUeJzt3X+MXWWdx/H3l6HaIghYhqZQ65SslR9pqNKgAqv4c7tq\nVqsbAiRtd6NWsiJWzYYfbqL+sRuIq2LCxmTcojUr00UUYbNGREB+7BJsi4XWnSqKRYqlLcW1ohRh\n+O4f91Rmy9SZzj33zOnD+5U0c+fcc+/z6cz0c8889zmnkZlIkg5+h0x1AElSPSx0SSqEhS5JhbDQ\nJakQFrokFcJCl6RCWOiSVAgLXZIKYaFLUiEObXKwY445JgcGBpocUpIOeuvXr38sM/vH26/RQh8Y\nGGDdunVNDilJB72IeGgi+znlIkmFsNAlqRAWuiQVotE5dElq2tNPP83WrVvZs2fPVEcZ1/Tp05kz\nZw7Tpk2b1OMtdElF27p1K0cccQQDAwNExFTH2a/MZNeuXWzdupV58+ZN6jmccpFUtD179jBz5sxW\nlzlARDBz5syufpOw0CUVr+1lvle3OS10SSqEc+hjGD7xpK6f46TNwzUkkVS3gUv+s9bn23L5Oye0\n37e//W2WLFnC8PAwJ554Yq0Z9vIIXZIaMDQ0xFlnncXQ0FDPxrDQJanHnnjiCe666y5WrVrFmjVr\nejaOhS5JPXbDDTewePFi5s+fz8yZM1m/fn1PxrHQJanHhoaGOPfccwE499xzezbtMu6bohHxcuBr\nwCwggcHM/GJEfBr4ILCz2vWyzPxOT1JK0kHq8ccf59Zbb2Xjxo1EBCMjI0QEn/3sZ2tfTjmRI/Rn\ngE9k5snA64APR8TJ1X1fyMyF1R/LXJL2cd1117F06VIeeughtmzZwsMPP8y8efO48847ax9r3CP0\nzNwGbKtu/zYihoHja08iSQ2Y6DLDugwNDXHxxRf/v23ve9/7GBoa4g1veEOtYx3QOvSIGABeDdwD\nnAl8JCKWAevoHMX/eozHrABWAMydO7fLuJJ0cLntttuet+2iiy7qyVgTflM0Ig4HvgmszMzdwJeA\nE4CFdI7gPzfW4zJzMDMXZeai/v5x/wclSdIkTajQI2IanTL/emZ+CyAzt2fmSGY+C3wZOL13MSVJ\n4xm30KPzNuwqYDgzPz9q++xRuy0BNtUfT5I0UROZQz8TWApsjIgN1bbLgPMiYiGdpYxbgA/1JKEk\naUImssrlLmCsxZIuU5SkFvFMUUkqhJfPlfTC8ukja36+34y7S19fHwsWLCAz6evr46qrruKMM86o\nNwcWuiT13IwZM9iwofMW5E033cSll17K7bffXvs4TrlIUoN2797N0Ucf3ZPn9ghdknrsySefZOHC\nhezZs4dt27Zx66239mQcC12Semz0lMvdd9/NsmXL2LRp05RcbVGSVJPXv/71PPbYY+zcuXP8nQ+Q\nhS5JDdq8eTMjIyPMnDmz9ud2ykXSC8sElhnWbe8cOkBmsnr1avr6+mofx0KXpB4bGRlpZBwLXTqI\nDJ94UtfPcdLm4RqSqI2cQ5ekQljoklQIC12SCmGhS1IhLHRJKoSrXCS9oCxYvaDW59u4fOOE9nv0\n0UdZuXIla9eu5aijjmLWrFlceeWVzJ8/v7YsFrok9VhmsmTJEpYvX86aNWsAuO+++9i+fbuFrua4\n7lnq3m233ca0adO44IIL/rjt1FNPrX0c59Alqcc2bdrEaaed1vNxLHRJKoSFLkk9dsopp7B+/fqe\nj2OhS1KPvfnNb+app55icHDwj9vuv/9+7rzzzlrH8U1RSS8oE11mWKeI4Prrr2flypVcccUVTJ8+\nnYGBAa688spax7HQJakBxx13HNdee21Px3DKRZIK0aojdNc8ayz+XEgT4xG6JBXCQpekQljoklQI\nC12SCjHum6IR8XLga8AsIIHBzPxiRLwM+HdgANgCnJOZv+5dVEnqXh1vso82kTfc+/r6WLBgAU8/\n/TSHHnooy5Yt42Mf+xiHHFLvMfVEVrk8A3wiM++NiCOA9RFxM/A3wC2ZeXlEXAJcAlxcazpJKsCM\nGTPYsGEDADt27OD8889n9+7dfOYzn6l1nHFfHjJzW2beW93+LTAMHA+8G1hd7bYaeE+tySSpQMce\neyyDg4NcddVVZGatz31A69AjYgB4NXAPMCszt1V3PUpnSmasx6wAVgDMnTt3sjk1Rc65tPtTFZo/\n0Vq91u20xQv9vIATTjiBkZERduzYwaxZY1bnpEx4AiciDge+CazMzN2j78vOy8yYLzWZOZiZizJz\nUX9/f1dhJUn7N6FCj4hpdMr865n5rWrz9oiYXd0/G9jRm4iSVJYHH3yQvr4+jj322Fqfd9xCj4gA\nVgHDmfn5UXfdCCyvbi8Hbqg1mSQVaOfOnVxwwQVceOGFdOq1PhOZID0TWApsjIgN1bbLgMuBayPi\n/cBDwDm1JpOkHpiK+fsnn3yShQsX/nHZ4tKlS/n4xz9e+zjjFnpm3gXs72XkLfXGkaTyjIyMNDKO\nZ4pKUiEsdEkqRKuuh67neA1wqT6ZWfsbkL3Q7YlGHqFLKtr06dPZtWtX7Wdl1i0z2bVrF9OnT5/0\nc3iELqloc+bMYevWrezcuXOqo4xr+vTpzJkzZ9KPt9AlFW3atGnMmzdvqmM0wikXSSqEhS5JhbDQ\nJakQFrokFcI3RcfgNcAlHYw8QpekQljoklQIC12SCmGhS1IhLHRJKoSFLkmFsNAlqRCtWofu+m9J\nE+X/GfB8HqFLUiEsdEkqhIUuSYWw0CWpEBa6JBXCQpekQljoklSIVq1Dl9qs23XPpa15Vvt4hC5J\nhbDQJakQFrokFcJCl6RCjFvoEXF1ROyIiE2jtn06Ih6JiA3Vn3f0NqYkaTwTOUL/KrB4jO1fyMyF\n1Z/v1BtLknSgxi30zLwDeLyBLJKkLnQzh/6RiLi/mpI5en87RcSKiFgXEet27tzZxXCSpD9lsoX+\nJeAEYCGwDfjc/nbMzMHMXJSZi/r7+yc5nCRpPJMq9Mzcnpkjmfks8GXg9HpjSZIO1KQKPSJmj/p0\nCbBpf/tKkpox7rVcImIIOBs4JiK2Ap8Czo6IhUACW4AP9TCjJGkCxi30zDxvjM2repBFktQFzxSV\npEJY6JJUCK+HLk3QOZd2989lYwsy1JVD7eQRuiQVwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5J\nhXAdulrPtdfSxHiELkmFsNAlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSIVyHPoaNv/jlVEdw7bV0\nkBg+8aSuHn/S5uGakniELknFsNAlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSIVyHrj+pDWvy28Kv\nxXO6PU+ijnMkPFfj+TxCl6RCWOiSVAgLXZIKMW6hR8TVEbEjIjaN2vayiLg5Ih6oPh7d25iSpPFM\n5Aj9q8DifbZdAtySma8Ebqk+lyRNoXELPTPvAB7fZ/O7gdXV7dXAe2rOJUk6QJOdQ5+Vmduq248C\ns2rKI0mapK4XcmZmRkTu7/6IWAGsAJg7d263w0kvaG1ZC9+WHG3QhjX5e032CH17RMwGqD7u2N+O\nmTmYmYsyc1F/f/8kh5MkjWeyhX4jsLy6vRy4oZ44kqTJmsiyxSHgbuBVEbE1It4PXA68LSIeAN5a\nfS5JmkLjTv5k5nn7uestNWeRJHXBM0UlqRAWuiQVwkKXpEK06nrorm19jl+L9hnYc01Xj99STwxp\nvzxCl6RCWOiSVAgLXZIKYaFLUiEsdEkqhIUuSYWw0CWpEK1ah94W3a43BtccS2qeR+iSVAgLXZIK\nYaFLUiEsdEkqhIUuSYWw0CWpEBa6JBXCdeiSDkpt+T8D2pIDPEKXpGJY6JJUCAtdkgphoUtSISx0\nSSqEhS5JhbDQJakQFrokFcJCl6RCWOiSVAgLXZIK0dW1XCJiC/BbYAR4JjMX1RFKknTg6rg415sy\n87EankeS1AWnXCSpEN0WegLfj4j1EbGijkCSpMnpdsrlrMx8JCKOBW6OiM2ZecfoHaqiXwEwd+7c\nLofTC1Gbrjc91Qb2XNP1c2zpPoZG6fZ7sqWeGECXR+iZ+Uj1cQdwPXD6GPsMZuaizFzU39/fzXCS\npD9h0oUeES+JiCP23gbeDmyqK5gk6cB0M+UyC7g+IvY+zzWZ+d1aUkmSDtikCz0zHwROrTGLJKkL\nLluUpEJY6JJUCAtdkgpRx6n/6gHXG6vN2rT2Ws/xCF2SCmGhS1IhLHRJKoSFLkmFsNAlqRAWuiQV\nwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5JhbDQJakQFrokFaJVl8/1krHt04bvSRsyqH38uXg+\nj9AlqRAWuiQVwkKXpEJY6JJUCAtdkgphoUtSISx0SSqEhS5JhbDQJakQFrokFcJCl6RCWOiSVIiu\nCj0iFkfETyLiZxFxSV2hJEkHbtKFHhF9wL8AfwmcDJwXESfXFUySdGC6OUI/HfhZZj6YmX8A1gDv\nrieWJOlARWZO7oERfw0szswPVJ8vBV6bmRfus98KYEX16auAn0w+LgDHAI91+RzdakMGaEeONmSA\nduRoQwZoR442ZIB25Kgjwysys3+8nXr+H1xk5iAwWNfzRcS6zFxU1/MdrBnakqMNGdqSow0Z2pKj\nDRnakqPJDN1MuTwCvHzU53OqbZKkKdBNoa8FXhkR8yLiRcC5wI31xJIkHahJT7lk5jMRcSFwE9AH\nXJ2ZP64t2f7VNn3ThTZkgHbkaEMGaEeONmSAduRoQwZoR47GMkz6TVFJUrt4pqgkFcJCl6RCWOiS\nVAgLXZIK0fMTi7oRESfSuZzA8dWmR4AbM3N46lJNjeprcTxwT2Y+MWr74sz8boM5TgcyM9dW1+5Z\nDGzOzO80lWGMTF/LzGVTNX6V4Sw6l8PYlJnfa2jM1wLDmbk7ImYAlwCvAf4H+KfM/E1DOS4Crs/M\nh5sYbz8Z9i6d/lVmfj8izgfOAIaBwcx8usEsJwDvpXOezgjwU+CazNzd87HbusolIi4GzqNzjZit\n1eY5dL5pazLz8qnKtldE/G1mfqWBcS4CPkznh3Mh8NHMvKG6797MfE2vM1RjfYrOxdgOBW4GXgvc\nBrwNuCkz/7GBDPue6xDAm4BbATLzr3qdocrxw8w8vbr9QTrfn+uBtwP/0cTPZ0T8GDi1WkI8CPwe\nuA54S7X9vb3OUOX4DfA74OfAEPCNzNzZxNijMnydzs/lYcD/AocD36LztYjMXN5QjouAdwF3AO8A\nflTlWQL8XWb+oKcBMrOVf+i8qk0bY/uLgAemOl+V5ZcNjbMROLy6PQCso1PqAD9q8O+7kc45B4cB\nu4GXVttnAPc3lOFe4N+As4E3Vh+3Vbff2ODX4kejbq8F+qvbLwE2NpRhePTXZZ/7NjT5taAzfft2\nYBWwE/gusBw4oqEM91cfDwW2A33V59HUz2Y13sZRYx8G/KC6PbeJf6ttnnJ5FjgOeGif7bOr+xoR\nEffv7y5gVkMxDslqmiUzt0TE2cB1EfGKKkdTnsnMEeD3EfHzrH6FzMwnI6Kp78ki4KPAJ4G/z8wN\nEfFkZt7e0Ph7HRIRR9Mpsr6sjkgz83cR8UxDGTaN+i3xvohYlJnrImI+0NgUA50puGeB7wHfi4hp\ndH6TOw/4Z2Dci0rV4JBq2uUldIr0SOBx4MXAtAbGH+1QOlMtL6bzmwKZ+cvq69LzgdtqJXBLRDwA\n7J2bmwv8GXDhfh9Vv1nAXwC/3md7AP/dUIbtEbEwMzcAZOYTEfEu4GpgQUMZAP4QEYdl5u+B0/Zu\njIgjaehFtiqOL0TEN6qP25man+MjgfV0fg4yImZn5raIOJzmXmQ/AHwxIv6BztX87o6Ih+n8e/lA\nQxlgn79vduarbwRujIjDGsqwCthM5zfITwLfiIgHgdfRmbZtyr8CayPiHuDPgSsAIqKfzgtMT7V2\nDh0gIg6h80bT6DdF11ZHiU1lWAV8JTPvGuO+azLz/AYyzKFzdPzoGPedmZn/1esM1Vgvzsynxth+\nDDA7Mzc2kWOfsd8JnJmZlzU99liqApuVmb9ocMyXAvPovLBtzcztTY1djT8/M3/a5Jj7yXEcQGb+\nKiKOAt5KZ1r0hw3nOAU4ic4b5JsbHbvNhS5JmjjXoUtSISx0SSqEhS5JhbDQJakQ/wcLV5dJ2x7O\nuAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f0c6ac8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f2ceef0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.plot(kind='area')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAD8CAYAAABn919SAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRpaYDC0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e8816a0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = df.iloc[5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f292588>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.iloc[5].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ec8aba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "A    9\n",
       "B    2\n",
       "C    3\n",
       "D    2\n",
       "Name: 5, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx62goKDgYPw/vQhJsEo5lq0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f563b38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "for i in df.index:\n",
    "    df.iloc[i].plot(label=str(i))\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x10f2ff8d0>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['A'].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSdxCCGExkriFEMJi/n8nK6DUnxksdgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f56af98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nFRUVlcuM/w8n1/40lPTnegAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f898828>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAW4AAAD8CAYAAABXe05zAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nx62goKDgYPw/vQhJsEo5lq0AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f6ef080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.T.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
